{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 直接从列表画图\n",
    "x = [1,2,3,4,5,6,7]\n",
    "y = [65, 80, 75, 83, 77, 100, 98]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 从NumPy画图\n",
    "x = np.arange(0,7)\n",
    "y = np.array([65, 80, 75, 83, 77, 100, 98])\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 从pandas画图\n",
    "mydata = pd.DataFrame(\n",
    "    {\n",
    "        \"Subject\": [\"军训\", \"思修\", \"史纲\", \"马原\", \"毛概\", \"体育1\", \"体育2\"],\n",
    "        \"Grade\": [65, 80, 75, 83, 77, 100, 98],\n",
    "    }\n",
    ")\n",
    "\n",
    "df = pd.DataFrame(mydata)\n",
    "df.plot.line()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 添加坐标信息，重新绘图\n",
    "# plt.figure(figsize=(10,8),dpi=100)\n",
    "plt.plot(x,y)\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\")\n",
    "plt.title(\"y = sin(x)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 修改坐标轴刻度\n",
    "plt.plot(x,y)\n",
    "plt.ylim([0,700])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 画多条线\n",
    "x = np.linspace(0, 20, 100)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.sin(x / 2)\n",
    "\n",
    "plt.figure(dpi=350)\n",
    "plt.plot(x, y1,'r--^')\n",
    "plt.plot(x, y2,'b:.')\n",
    "\n",
    "# plt.plot(x,y1,'r--^')# 改变线形、颜色\n",
    "# plt.plot(x,y2,'b:.')\n",
    "\n",
    "plt.legend([\"y1\",\"y2\"])# 图例\n",
    "plt.title(\"正弦波\")# 标题\n",
    "\n",
    "plt.xlim([0,30])# x坐标范围\n",
    "plt.ylim([-2,2])# y坐标范围\n",
    "plt.xticks(np.linspace(0,20,3))# x坐标标签\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]  # 用来正常显示中文标签\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False  # 用来正常显示负号\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "plt.plot(x,y1)\n",
    "plt.plot(x,y2)\n",
    "plt.legend([\"y1\",\"y2\"])\n",
    "plt.title(\"电压输出曲线\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 600x400 with 4 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 子图：subplot\n",
    "plt.figure(dpi=100)\n",
    "plt.subplot(221)  # 两行，两列，第一幅图\n",
    "plt.plot(x, y1)\n",
    "\n",
    "plt.subplot(222)  # 两行，两列，第二幅图\n",
    "plt.plot(x, y2)\n",
    "\n",
    "plt.subplot(223)  # 两行，两列，第三幅图\n",
    "plt.plot(x, y1)\n",
    "plt.plot(x, y2)\n",
    "\n",
    "plt.subplot(224)  # 两行，两列，第四幅图\n",
    "plt.plot(x, y2)\n",
    "plt.plot(x, y1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 其他形式的图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.collections.PathCollection at 0x25cbe7e3828>"
     },
     "metadata": {},
     "execution_count": 31
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.scatter(x,y1)\n",
    "plt.scatter(x,y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<BarContainer object of 20 artists>"
     },
     "metadata": {},
     "execution_count": 32
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 条形图\n",
    "n = 20\n",
    "x = np.arange(n)\n",
    "y = np.random.rand(n)\n",
    "plt.bar(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 直方图：统计学中表示频率分布\n",
    "y = np.random.rand(100)\n",
    "plt.hist(y,bins=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 正态分布\n",
    "y = np.random.randn(10000)\n",
    "plt.hist(y,bins=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "codemirror_mode": {
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   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": 3
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python_defaultSpec_1596706313536",
   "display_name": "Python 3.6.4 64-bit ('base': conda)"
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 "nbformat": 4,
 "nbformat_minor": 2
}